{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EEG Microstates\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In continually recorded human EEG, the spatial distribution of electric potentials across the cortex changes over time. Interestingly, for brief time periods (60 - 120ms), quasi-stable states of activity (i.e., **microstates**), characterized by unique spatial configurations of electrical activity distribution, have been observed. NeuroKit can be used to easily analyze them.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the NeuroKit package and other useful packages\n",
    "import neurokit2 as nk\n",
    "import mne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [15, 5]\n",
    "plt.rcParams[\"font.size\"] = 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EEG Preprocessing\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's download a raw eeg data in an [MNE](https://mne.tools/stable/index.html) format and select teh EEG channels.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw = nk.data(\"eeg_1min_200hz\")\n",
    "raw = raw.pick([\"eeg\"], verbose=False)\n",
    "\n",
    "sampling_rate = raw.info[\"sfreq\"]  # Store the sampling rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "EEG recordings measure the difference in electric potential between each electrode and a reference electrode. This means that the ideal reference electrode is one which records **all** the interfering noise from the environment but doesn't pick up any fluctuating signals related to brain activity. The idea behind re-referencing is to express the voltage at the EEG scalp channels with respect to another, new reference. This \"virtual reference\" can be any recorded channel, or the average of all the channels, as we will use in the current analysis.\n",
    "\n",
    "Below, we will apply a band-pass filter and re-reference the signals to remove power line noise, slow drifts and other large artifacts from the raw input.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply band-pass filter (1-35Hz) and re-reference the raw signal\n",
    "eeg = raw.copy().filter(1, 35, verbose=False)\n",
    "eeg = nk.eeg_rereference(eeg, \"average\")\n",
    "\n",
    "nk.signal_plot(\n",
    "    [raw.get_data()[0, 0:500], eeg.get_data()[0, 0:500]],\n",
    "    labels=[\"Raw\", \"Preprocessed\"],\n",
    "    sampling_rate=eeg.info[\"sfreq\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Microstates Analysis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Minimal Example\n",
    "\n",
    "Microstates can be extracted and analyzed like that:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract microstates\n",
    "microstates = nk.microstates_segment(eeg, n_microstates=4)\n",
    "\n",
    "# Visualize the extracted microstates\n",
    "nk.microstates_plot(microstates, epoch=(0, 500))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows the aspect of the microstates and their sequence in the Global Field Power (GFP; see below). We can then proceed to a statistical analysis.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Microstate_0_Proportion",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_Proportion",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_Proportion",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_Proportion",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_LifetimeDistribution",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_LifetimeDistribution",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_LifetimeDistribution",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_LifetimeDistribution",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_DurationMean",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_DurationMedian",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_DurationMean",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_DurationMedian",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_DurationMean",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_DurationMedian",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_DurationMean",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_DurationMedian",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_Average_DurationMean",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_Average_DurationMedian",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "conversionMethod": "pd.DataFrame",
       "ref": "2dfa8f59-f156-41e1-8d8e-c3046ffa4c83",
       "rows": [
        [
         "0",
         "0.2345",
         "0.3338333333333333",
         "0.26266666666666666",
         "0.169",
         "660.0",
         "838.5",
         "723.0",
         "490.5",
         "0.018735019973368842",
         "0.015",
         "0.021842966194111232",
         "0.015",
         "0.019408866995073895",
         "0.015",
         "0.017244897959183676",
         "0.01",
         "0.01955671447196871",
         "0.015"
        ]
       ],
       "shape": {
        "columns": 18,
        "rows": 1
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Microstate_0_Proportion</th>\n",
       "      <th>Microstate_1_Proportion</th>\n",
       "      <th>Microstate_2_Proportion</th>\n",
       "      <th>Microstate_3_Proportion</th>\n",
       "      <th>Microstate_0_LifetimeDistribution</th>\n",
       "      <th>Microstate_1_LifetimeDistribution</th>\n",
       "      <th>Microstate_2_LifetimeDistribution</th>\n",
       "      <th>Microstate_3_LifetimeDistribution</th>\n",
       "      <th>Microstate_0_DurationMean</th>\n",
       "      <th>Microstate_0_DurationMedian</th>\n",
       "      <th>Microstate_1_DurationMean</th>\n",
       "      <th>Microstate_1_DurationMedian</th>\n",
       "      <th>Microstate_2_DurationMean</th>\n",
       "      <th>Microstate_2_DurationMedian</th>\n",
       "      <th>Microstate_3_DurationMean</th>\n",
       "      <th>Microstate_3_DurationMedian</th>\n",
       "      <th>Microstate_Average_DurationMean</th>\n",
       "      <th>Microstate_Average_DurationMedian</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.2345</td>\n",
       "      <td>0.333833</td>\n",
       "      <td>0.262667</td>\n",
       "      <td>0.169</td>\n",
       "      <td>660.0</td>\n",
       "      <td>838.5</td>\n",
       "      <td>723.0</td>\n",
       "      <td>490.5</td>\n",
       "      <td>0.018735</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.021843</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.019409</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.017245</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.019557</td>\n",
       "      <td>0.015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Microstate_0_Proportion  Microstate_1_Proportion  Microstate_2_Proportion  \\\n",
       "0                   0.2345                 0.333833                 0.262667   \n",
       "\n",
       "   Microstate_3_Proportion  Microstate_0_LifetimeDistribution  \\\n",
       "0                    0.169                              660.0   \n",
       "\n",
       "   Microstate_1_LifetimeDistribution  Microstate_2_LifetimeDistribution  \\\n",
       "0                              838.5                              723.0   \n",
       "\n",
       "   Microstate_3_LifetimeDistribution  Microstate_0_DurationMean  \\\n",
       "0                              490.5                   0.018735   \n",
       "\n",
       "   Microstate_0_DurationMedian  Microstate_1_DurationMean  \\\n",
       "0                        0.015                   0.021843   \n",
       "\n",
       "   Microstate_1_DurationMedian  Microstate_2_DurationMean  \\\n",
       "0                        0.015                   0.019409   \n",
       "\n",
       "   Microstate_2_DurationMedian  Microstate_3_DurationMean  \\\n",
       "0                        0.015                   0.017245   \n",
       "\n",
       "   Microstate_3_DurationMedian  Microstate_Average_DurationMean  \\\n",
       "0                         0.01                         0.019557   \n",
       "\n",
       "   Microstate_Average_DurationMedian  \n",
       "0                              0.015  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nk.microstates_static(microstates, sampling_rate=sampling_rate, show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows computes static statistics, such as the prevalence of each microstates and the median duration time (also shown in the graph).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Microstate_0_to_0",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_to_1",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_to_2",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_0_to_3",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_to_0",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_to_1",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_to_2",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_1_to_3",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_to_0",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_to_1",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_to_2",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_2_to_3",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_to_0",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_to_1",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_to_2",
         "rawType": "float64",
         "type": "float"
        },
        {
         "name": "Microstate_3_to_3",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "conversionMethod": "pd.DataFrame",
       "ref": "7b161cd2-89c2-4e0f-bdf0-fce675647076",
       "rows": [
        [
         "0",
         "0.7331201137171286",
         "0.1122956645344705",
         "0.10056858564321251",
         "0.05401563610518834",
         "0.08062905641537693",
         "0.7710933599600599",
         "0.08512231652521218",
         "0.06315526709935097",
         "0.08822596001269438",
         "0.11107584893684544",
         "0.7426213900349096",
         "0.05807680101555062",
         "0.07396449704142012",
         "0.1232741617357002",
         "0.09270216962524655",
         "0.7100591715976331"
        ]
       ],
       "shape": {
        "columns": 16,
        "rows": 1
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Microstate_0_to_0</th>\n",
       "      <th>Microstate_0_to_1</th>\n",
       "      <th>Microstate_0_to_2</th>\n",
       "      <th>Microstate_0_to_3</th>\n",
       "      <th>Microstate_1_to_0</th>\n",
       "      <th>Microstate_1_to_1</th>\n",
       "      <th>Microstate_1_to_2</th>\n",
       "      <th>Microstate_1_to_3</th>\n",
       "      <th>Microstate_2_to_0</th>\n",
       "      <th>Microstate_2_to_1</th>\n",
       "      <th>Microstate_2_to_2</th>\n",
       "      <th>Microstate_2_to_3</th>\n",
       "      <th>Microstate_3_to_0</th>\n",
       "      <th>Microstate_3_to_1</th>\n",
       "      <th>Microstate_3_to_2</th>\n",
       "      <th>Microstate_3_to_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.73312</td>\n",
       "      <td>0.112296</td>\n",
       "      <td>0.100569</td>\n",
       "      <td>0.054016</td>\n",
       "      <td>0.080629</td>\n",
       "      <td>0.771093</td>\n",
       "      <td>0.085122</td>\n",
       "      <td>0.063155</td>\n",
       "      <td>0.088226</td>\n",
       "      <td>0.111076</td>\n",
       "      <td>0.742621</td>\n",
       "      <td>0.058077</td>\n",
       "      <td>0.073964</td>\n",
       "      <td>0.123274</td>\n",
       "      <td>0.092702</td>\n",
       "      <td>0.710059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Microstate_0_to_0  Microstate_0_to_1  Microstate_0_to_2  Microstate_0_to_3  \\\n",
       "0            0.73312           0.112296           0.100569           0.054016   \n",
       "\n",
       "   Microstate_1_to_0  Microstate_1_to_1  Microstate_1_to_2  Microstate_1_to_3  \\\n",
       "0           0.080629           0.771093           0.085122           0.063155   \n",
       "\n",
       "   Microstate_2_to_0  Microstate_2_to_1  Microstate_2_to_2  Microstate_2_to_3  \\\n",
       "0           0.088226           0.111076           0.742621           0.058077   \n",
       "\n",
       "   Microstate_3_to_0  Microstate_3_to_1  Microstate_3_to_2  Microstate_3_to_3  \n",
       "0           0.073964           0.123274           0.092702           0.710059  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nk.microstates_dynamic(microstates, show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, one can compute complexity features of the sequence of microstates, such as the entropy.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
       "columns": [
        {
         "name": "index",
         "rawType": "int64",
         "type": "integer"
        },
        {
         "name": "Microstates_Entropy_Shannon",
         "rawType": "float64",
         "type": "float"
        }
       ],
       "conversionMethod": "pd.DataFrame",
       "ref": "92c1d27f-58df-4d3d-92a0-c6e3ed0811be",
       "rows": [
        [
         "0",
         "1.959117994024695"
        ]
       ],
       "shape": {
        "columns": 1,
        "rows": 1
       }
      },
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Microstates_Entropy_Shannon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.959118</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Microstates_Entropy_Shannon\n",
       "0                     1.959118"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Glu4bj5QBykMyym2w/MZE2VSY7A7lufc+fTntFiW4Hcc89+C6wfJyLDkJ0RqVajwhThigvGKirGHbBY/X+/oUdp9rcNuCZHe/dI6X92DdHpUaI3ev65DQKxAzFGneqH77ZMa5FBdtP2YZ9s5LXzFRViXGDK1sR6XGhI4fqvt2o14PVP9710ObZWhdc26iUU4ep03JMT11yO2wKnOAY0jGTVwwPzkJ/QNwI/pcs2D9zYp3htVTS6+vw0saMC1JsnW3j7TYqH7r+tal4P8z45zH7Iv6Cp5rfPe1PV7fKBn1I9jv9ZXbfS6D1bkRye6wN7+C+e7dbtK9/c83KLXPuuwBAqEZsU5FO6xhb+f1PV530Sq315PxaLtFI5Ldyk1w9Svb4+n9hD0zzqnMOOcx9+3d9r3db/RJ6tenGum5BuxbLWaTEt12uaN6+vXeeQ8+WQ9+HqhvHJUaI5fD0i+vRSnu0PqchGjjjaLu42fFO5UZF17uxzpfk0lKOk7/21twnArW54HqWVDvdhXTXQ6FyTGyW8yhNPqOEb3be1Ci2ziGy95z7N6CbTmYt2A/LfWM6ykeI92+7Tkj1qmiVHdYPS/qld6x9M1H7/Ep1RMls8kYC4N5ju7uJ1M8RhvNiXfJ7bCFpRGsqy57+LGd3fOmnITo0NhclBITmpsE8xPdvV9wWZQtvM4Gy36g+jaQEUnGWyVBffsHd695y6jUGCX16iv6Xlupp64N1kd9FgPNDxzW/u2nt4HWDbZ9QbJb+Yk940hRSky/tta3b+1Xvz1RKuo+/8HmUMH+r3c9loy+t+/2ZlPPOGyzmOWJCq9PQ5GXGD3gfhazSXaLOaz/79t+erdlh9WsNK8z1DdIA8/P+3LYzDJ1n8dA19BqDq/DI1MGHuMHE6yzwX4wOEaO6v4mQPDYQcE2FOfqKZPg/GK4jrXPiOSee4k0b5SibD1lGXyT3GHtaa/BNms1m/rN/XvXg1GpMbKaTUronjf0njPFuQZvc8H61vs+qHee0r3hc5dgPe6rd3/Re+ztmZ9Fh84xxRMV6t8HE5wr9D1Wotshs8nUb3nv+XmMw6roAfrxofY/DqtZKR6HXHZrn/MKr3+jUmNUkOQO628Lktyht6wlo+1L6lffCpKjNSLp+PcUwfvHvm01mFbvvii/O72+84fe9x/B+65g+wje2ybHRIXaSu85WH73vNx4W9gSKofgNT2WuOOUdbBeBsfG3vdLo1JjZLWYjrm/FH5POio1RrEue2jcDLsPG0Kf9EU17DfH5s6dq5UrV2rPnj0aMWJEv/UZGRlqamo6ZmDr/fff14wZM3T11Vfrueee67f+iSee0E033aTf/va3+v73vz9gGpHw5hgAAAAAAACGbzhvjg37N8eCb3sNFvxqaGhQXFzcZ06j93YDcTgccjiG/3YMAAAAAAAAEDTsr1UWFhq/p7Jnz55+68rLy9XU1BTaZjD5+fkym80DptE77eOlAwAAAAAAAHwWww6OzZo1S5K0YsWKfuuWL18ets1gnE6npk2bpl27dqm4OPwHzAOBgFauXKno6GhNmTJluNkDAAAAAAAAhmzYwbFzzjlH+fn5Wrp0qbZs2RJaXl9fr1/84hey2+36+te/HlpeVlamnTt39vsK5U033SRJuuOOO9T7Z88ee+wx7d+/X1dffbWczqH/IDMAAAAAAAAwXMP+QX5JWrVqlebNm6eoqChdeeWViomJ0Ysvvqji4mL9+te/1u233x7a9rrrrtOSJUv01FNP6brrrgst9/v9uvDCC7V8+XKddtppmjVrlvbu3auXXnpJubm5Wr9+vZKSkoacp+H80BoAAAAAAAC+uIYTJxr2m2OSNGfOHK1Zs0YzZszQ888/r//5n/9RSkqK/vSnP4UFxo55YLNZr7zyiu655x4dPXpUv/vd77R27Vp961vf0gcffDCswBgAAAAAAABwIk7ozbF/Rrw5BgAAAAAAAOn/4M0xAAAAAAAA4IuA4BgAAAAAAAAiFsExAAAAAAAARCyCYwAAAAAAAIhYBMcAAAAAAAAQsQiOAQAAAAAAIGIRHAMAAAAAAEDEsn7eGThZAoGAJKmhoeFzzgkAAAAAAAA+T8H4UDBedCxfmOBYY2OjJCkrK+tzzgkAAAAAAAD+GTQ2Nsrr9R5zG1NgKCG0fwF+v1+lpaWKiYmRyWT6vLNzUjQ0NCgrK0uHDx+Wx+P5vLMDDAv1F//KqL/4V0b9xb8y6i/+lVF/8a/ui1aHA4GAGhsblZ6eLrP52L8q9oV5c+z/t3f/MVHXfxzAn8eP+4h3gOChgAKCCRL+yqHSEAib6MysiaU4EBXQ1Puj0DisJuXXn5s6W3NYbqlp5HSaK8WZhviDyJzSZqb8yF+UWG6GCCoC9/r+0bh53vHLND5wz8d2m3u/X8fn/fnsyYfPve7uo5OTE/r379/Zy3gmPDw8ukUwyTExv9SVMb/UlTG/1JUxv9SVMb/U1XWnDLf1ibFmvCE/ERERERERERE5LDbHiIiIiIiIiIjIYbE5pmKKoiAnJweKonT2Uog6jPmlroz5pa6M+aWujPmlroz5pa7OkTPcbW7IT0RERERERERE1FH85BgRERERERERETksNseIiIiIiIiIiMhhsTlGREREREREREQOi80xIiIiIiIiIiJyWGyOERERERERERGRw2JzTIXOnDmDSZMmoVevXtDpdIiKisLu3bs7e1nUTf3xxx/YuHEjEhISEBgYCK1WC19fXyQmJuL06dN2n1NTU4PMzEwEBQVBURQMGDAA7777Lmpra+3Wm81mfPLJJxg6dCjc3Nzg4+ODpKQkXL58ucV1HT58GHFxcXB3d4eHhwfi4+Px/fffP5V9pu5t7dq10Gg00Gg0+PHHH23mmV9So6+//hrjx49H79690aNHDwQHByMpKQmVlZVWdcwvqYmIYN++fYiPj4efnx969uyJsLAwzJ8/327GmF/qDDt37sT8+fMRGRkJRVGg0Wiwbdu2FuvVmNOysjK8+eabMBgMcHNzw/Dhw5GbmwsRafdxoK6pvfltaGjA3r17kZqaivDwcOj1eri7u2PMmDHIzc1FU1NTi9v48ssvMXr0aOh0Onh5eWHy5Mk4d+5ci/Ud7VdUVVUhLS0Nfn5+6NGjB8LCwrBy5Uo0NDR06Fg8c0KqUlBQIK6uruLu7i4ZGRmSmZkpQUFBAkDWrVvX2cujbshkMgkAGThwoKSlpUl2drYkJiaKs7OzODk5ya5du6zqa2trZcSIEQJAEhISxGQySUJCggCQUaNGyf379222kZ6eLgAkIiJCsrKyJDk5WbRarXh7e0tZWZlN/Y4dOwSA+Pj4iNFoFKPRKD4+PqLRaGTPnj3P7FhQ13f+/HlRFEV0Op0AkOLiYqt55pfUxmw2y7x58yzn4YULF4rJZJKUlBQJDAyUkydPWmqZX1KbzMxMASB+fn7y1ltvSVZWlkyYMEE0Go24u7vL+fPnLbXML3WW5tdSBoPB8u+tW7farVVjTi9cuCCenp6i1WolOTlZsrKyJCIiQgCI0Wj818eH1K29+b148aIAEL1eL6+99ppkZWXJ/Pnzxd/fXwDI5MmTxWw22zxvxYoVAkCCgoIkMzNTMjIyxN3dXRRFkVOnTtnUd7RfUVVVJQEBAaLRaGTq1KliMpkkKipKAMiUKVPsrqmzsDmmIg0NDTJw4EBRFEVKSkos49XV1RIaGiparVauXr3aeQukbmnv3r1SWFhoM37ixAlxdXUVLy8vefDggWV82bJlAkBMJpNVfXOTbdWqVVbjBQUFAkBiY2Olvr7eMp6fn2+58HjU7du3pVevXmIwGKSystIyXllZKQaDQQwGg9TU1Pyrfabu6eHDhzJy5EgZM2aMJCcn222OMb+kNhs3bhQAsnDhQmlsbLSZb2hosPyb+SU1qaqqEicnJwkKCpLq6mqruQ0bNggAmTNnjmWM+aXOcuTIEctrqNWrV7faHFNjTmNjYwWA5OfnW8bq6+slJiZGAMgPP/zQ/oNBXU578/v777/Lpk2bpLa21mq8trZWIiMjBYDs3r3baq6srExcXFwkNDTU6jxeUlIiiqJIeHi4NDU1WcafpF8xa9YsASC5ubmWMbPZLDNmzBAAkpeX1+Fj8qywOaYihw8ftrmQaLZt2zYBIB999FEnrIwcVfM7ZWfOnBGRf05k/v7+otfr7Z549Xq9hISEWI0nJSUJADl+/LjNz3/ppZcEgFy7ds0y9umnn7aY9Q8//FAAyPbt25/G7lE3k5OTI4qiyIULFyQ1NdWmOcb8ktrcu3dPvLy8JCQkxKoJZg/zS2pTXFwsAGTmzJk2c2VlZZZPKogwv6QerTUX1JjT0tJSASDx8fE29YWFhS2+dqTuqa3mbkvy8vIEgCxatMhqfOnSpS2eG2fPnm2T7Y72K2pqakRRFAkJCbH5hNjVq1dbzHZn4T3HVKSwsBAAkJCQYDM3YcIEAMDx48f/yyWRg3N1dQUAuLi4AADKy8tx48YNREdHQ6fTWdXqdDpER0fj8uXLVvfIKSwstMw9zl6u+XtAT+LcuXNYuXIlcnJy8Pzzz9utYX5Jbb777jv8/fffeP3119HU1IR9+/ZhzZo12Lx5MyoqKqxqmV9Sm0GDBkGr1aKoqAg1NTVWcwcOHAAAvPzyywCYX+oa1JjT1urHjh0LnU7HXFObHn9N1+xp5tFefXFxMerr6zF+/HhoNBqr+qCgIISFhaGoqKjV+6H9l9gcU5Hy8nIA/1xsPM7X1xd6vd5SQ/SsXb9+HUePHoWfnx+GDh0KoPWMPjreXFdXV4eqqioEBwfD2dm5zfq2tmGvnqi+vh6zZs3CiBEjkJWV1WId80tqc/bsWQCAs7Mzhg0bhsTERCxduhQLFixAWFgYlixZYqllfkltevfujTVr1uD69esYPHgwFixYAJPJhIkTJ8JkMmHhwoUwGo0AmF/qGtSY09bqnZ2dERwcjKtXr6KxsbGNvSNH9vnnnwOwbWqVl5dDr9fD19fX5jkdzaO9fkV7fqcePnyIa9eudWR3nhmXtkvov3Lnzh0AgKenp915Dw8PSw3Rs9TQ0ICUlBTU19dj7dq1lj/47cnoo3UdrW/rOfbqiZYtW4by8nKcPXvW7sVpM+aX1Oavv/4CAGzYsAEjR47ETz/9hPDwcJSUlGDevHlYv349Bg4ciAULFjC/pErvvPMO+vXrh/T0dGzevNkyPnbsWMycOdPyKQXml7oCNea0Pdswm824e/cuvLy87NaQY/vss89w6NAhjBs3DpMmTbKau3PnDvr06WP3eU+ax47WP76NzsRPjhGRFbPZjNmzZ+PEiRPIyMhASkpKZy+JqEXFxcVYt24dPvjgAwwZMqSzl0PUIWazGQCg1Wqxf/9+jBo1Cnq9HjExMdizZw+cnJywfv36Tl4lUcuWL1+O5ORkvPfee6isrMTdu3dx8uRJPHjwAC+99BK++eabzl4iEZHDOnDgAIxGI4KCgrBz587OXo7qsTmmIs0d1ZY6pzU1NS12XYmeBrPZjLlz5yIvLw/JyclW7wID7cvoo3UdrW/rOfbqyXE1NjYiNTUVw4YNQ3Z2dpv1zC+pTXMWIiMj4e/vbzU3ZMgQhISE4LfffkN1dTXzS6pz9OhR5OTkwGg0Ijs7G/3794der8fYsWPx7bffwtXVFYsXLwbA8y91DWrMaXu2odFo4O7ubneeHFd+fj6mTZuGvn37oqCgAH5+fjY1np6eTy2/zc/paP3j2+hMbI6pSGv3Q7h58yZqa2tb/L4u0b9lNpsxZ84cbN++HUlJSdi2bRucnKxPEW3ds+Px75XrdDr4+fnhypUrdm+0aO976K1to63vrZNjqa2tRXl5OX7++WdotVpoNBrLY/v27QCAF198ERqNBvv372d+SXXCwsIAAL169bI73zx+//595pdU59ChQwCA+Ph4mzlfX18MHjwYFRUVVtevzC+pmRpz2lp9U1MTrly5guDgYJsbrZNjO3jwIKZOnQqDwYBjx44hJCTEbt2gQYNQW1uLmzdv2sx1NI/2+hXt+Z3SarUIDAxs5549W2yOqUhcXByAf/73qscdPnzYqoboaWpujH3xxReYPn06duzY0eKNRf39/VFUVIS6ujqrubq6OhQVFSE4OBgBAQGW8bi4OMvc45pzHRsba1UP8PeA2qYoCtLS0uw+mv8YT5kyBWlpaRgwYADzS6rT3FS4ePGizVxDQwMqKiqg0+ng4+PD/JLqPHz4EABw69Ytu/O3bt2Ck5MTXF1dmV/qEtSY09bqT506hbq6OuaarBw8eBCJiYnw9vbGsWPH8Nxzz7VY+zTzaK8+KioKWq0WR44cgYhY1V+7dg2lpaWIjo5WT3NXSDUaGhokJCREFEWRkpISy3h1dbWEhoaKVquVK1eudNr6qHtqamqS1NRUASBvvPGGNDQ0tFq/bNkyASAmk8lq3GQyCQBZtWqV1XhBQYEAkNjYWKmvr7eM5+fnCwBJSEiwqr99+7Z4enqKwWCQyspKy3hlZaUYDAYxGAxSU1PzpLtLDqI508XFxVbjzC+pTUJCggCQLVu2WI0vX75cAEhycrJljPklNfnqq68EgEREREh1dbXVXG5urgCQ6OhoyxjzS2qwevVqASBbt261O6/GnMbGxgoAyc/Pt4zV19dLTEyMAJCioqIOHQPqutrKb35+viiKIr6+vnLp0qU2f15paam4uLhIaGio1Xm8pKREFEWR8PBwaWpqsow/Sb9i1qxZAkByc3MtY2azWZKSkgSA5OXltW/n/wNsjqlMQUGBuLq6iru7u2RkZEhmZqYEBQUJAFm3bl1nL4+6oZycHAEger1e3n//fcnJybF5PHryq62tleHDh1v+4GdnZ1te3I0aNUru3btns4309HTLBXRWVpakpKSIVqsVb29vKS0ttanfsWOHABAfHx8xGo1iNBrFx8dHNBqN7N69+1keDuomWmqOMb+kNhUVFdKnTx8BIK+88oosXrxYxo0bJwAkKChIqqqqLLXML6lJY2Oj5UV7nz59JD09XZYsWWLJr5ubm5w+fdpSz/xSZ9myZYukpqZKamqqjBw50tK4bR579M0JNeb0l19+EU9PT9FqtZKSkiJZWVkSEREhAMRoND7dg0Wq0978Xrx4URRFEQAyY8YMu6/p7DXVVqxYYbnmyMzMlIyMDHF3dxdFUeTUqVM29R3tV9y4cUMCAgJEo9FIYmKimEwmiYqKEgDy6quvitlsfurH7EmxOaZCp0+flokTJ4qHh4e4ubnJ6NGjZdeuXZ29LOqmmpsIrT0eP5FWV1fL22+/LQEBAeLq6iqBgYGyePHiFt+RbWpqko8//lgiIiJEURTp3bu3TJ8+XSoqKlpc16FDhyQmJkZ0Op3o9XqJi4uTI0eOPM1dp26speaYCPNL6nP9+nWZPXu2+Pr6iqurqwQEBMiiRYvkzz//tKllfklNHjx4IKtXr5YXXnhBevbsKS4uLtKvXz9JTk6WX3/91aae+aXO0Na1bmpqqlW9GnN66dIlmTZtmnh7e4uiKDJ06FDZtGmTqhoL9Gy0N7/Hjh1r8zVdXFyc3W3s3LlTIiMjxc3NTTw9PWXSpEly9uzZFtfU0X7FjRs3ZO7cudK3b1/RarUyaNAg+d///mf1aUs10Ig89uVPIiIiIiIiIiIiB8Eb8hMRERERERERkcNic4yIiIiIiIiIiBwWm2NEREREREREROSw2BwjIiIiIiIiIiKHxeYYERERERERERE5LDbHiIiIiIiIiIjIYbE5RkREREREREREDovNMSIiIiIiIiIiclhsjhERERERERERkcNic4yIiIiIiIiIiBwWm2NEREREREREROSw2BwjIiIiIiIiIiKH9X9xBBTiAWMfrQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nk.microstates_complexity(microstates, show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Options and features\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global Field Power (GFP)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Under the hood, `microstates_segment()` starts by computing the GFP.\n",
    "\n",
    "The Global Field Power (GFP) is a reference-independent measure of potential field strength. It is thought to quantify the integrated electrical activity of the brain and is mathematically defined as the standard deviation of all electrodes at a given time.\n",
    "\n",
    "The GFP time series periodically shows peaks, where the EEG topographies are most clearly defined (i.e., signal-to-noise ratio is maximized at GFP peaks). As such, GFP peak samples are often used to extract microstates.\n",
    "\n",
    "This can be visualized manually:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gfp = nk.eeg_gfp(eeg)\n",
    "\n",
    "peaks = nk.microstates_peaks(eeg, gfp=gfp)\n",
    "\n",
    "# Plot the peaks in the first 200 data points\n",
    "nk.events_plot(events=peaks[peaks < 200], signal=gfp[0:200])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, the microstates clustering algorithm is **trained** on the EEG activity at these peaks, and then applied to back-predict the state at all data points. However, this behaviour can be changed. For instance, one can decide to train the algorithm directly on all data points.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microstates_all = nk.microstates_segment(eeg, n_microstates=4, train=\"all\")\n",
    "nk.microstates_plot(microstates_all, epoch=(0, 500))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How many microstates?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the clustering algorithms used in microstates analysis require the number of clusters to extract to be specified beforehand.\n",
    "\n",
    "However, one can attempt at statistically estimating the optimal number of microstates. A variety of indices of fit can be used.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[████████████████████████████████████████] 7/7\n",
      "\n",
      "Optimal number of microstates:  5.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note: we cropped the data as this function takes some time to compute\n",
    "n_optimal, scores = nk.microstates_findnumber(\n",
    "    nk.mne_crop(eeg, tmax=5), n_max=8, show=True\n",
    ")\n",
    "print(\"Optimal number of microstates: \", n_optimal)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Microstates clustering algorithms\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several different clustering algorithms can be used to segment your EEG recordings into microstates. These algorithms mainly differ in how they define cluster membership and the cost functionals to be optimized ([Xu & Tian, 2015](https://doi.org/10.1007/s40745-015-0040-1)). The method to use hence depends on your data and the underlying assumptions of the methods (e.g., some methods ignore polarity). There is no one true method that gives the best results but you can refer to [Poulsen et al., 2018](https://www.researchgate.net/publication/331367421_Microstate_EEGlab_toolbox_An_introductory_guide#pf6) if you would like a more detailed review of the different clustering methods.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the example below, we will compare the two most commonly applied clustering algorithms - the _K-means_ and _modified K-means_. Other methods that can be applied using `nk.microstates_segment` include `kmedoids, pca, ica, aahc`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract microstates\n",
    "microstates_kmeans = nk.microstates_segment(eeg, n_microstates=4, method=\"kmeans\")\n",
    "microstates_kmod = nk.microstates_segment(eeg, n_microstates=4, method=\"kmod\")\n",
    "\n",
    "# Global Explained Variance\n",
    "gev_kmeans = microstates_kmeans[\"GEV\"]\n",
    "gev_kmod = microstates_kmod[\"GEV\"]\n",
    "print(f\" Using conventional Kmeans,  GEV = {gev_kmeans*100:.2f}%\")\n",
    "print(f\" Using modified Kmeans,  GEV = {gev_kmod*100:.2f}%\")\n",
    "\n",
    "# Visualize the extracted microstates\n",
    "nk.microstates_plot(microstates_kmeans, epoch=(150, 450))\n",
    "nk.microstates_plot(microstates_kmod, epoch=(150, 450))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
